Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	2969
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	324.7 KiB
Average record size in memory	112.0 B

Variable types

Numeric	13

Alerts

`monetary` is highly overall correlated with `qtde_invoices` and 3 other fields	High correlation
`recency` is highly overall correlated with `qtde_invoices`	High correlation
`qtde_invoices` is highly overall correlated with `monetary` and 3 other fields	High correlation
`qtde_items` is highly overall correlated with `monetary` and 3 other fields	High correlation
`qtde_products` is highly overall correlated with `monetary` and 3 other fields	High correlation
`avg_ticket` is highly overall correlated with `avg_unique_basket_size`	High correlation
`diff_days` is highly overall correlated with `frequency`	High correlation
`frequency` is highly overall correlated with `diff_days`	High correlation
`qtdade_itens_retornados` is highly overall correlated with `num_retornos`	High correlation
`num_retornos` is highly overall correlated with `qtdade_itens_retornados`	High correlation
`avg_basket_size` is highly overall correlated with `monetary` and 1 other fields	High correlation
`avg_unique_basket_size` is highly overall correlated with `qtde_products` and 1 other fields	High correlation
`avg_ticket` is highly skewed (γ1 = 53.4442279)	Skewed
`frequency` is highly skewed (γ1 = 24.88037069)	Skewed
`qtdade_itens_retornados` is highly skewed (γ1 = 51.79774426)	Skewed
`avg_basket_size` is highly skewed (γ1 = 44.68328098)	Skewed
`customer_id` has unique values	Unique
`recency` has 34 (1.1%) zeros	Zeros
`qtdade_itens_retornados` has 1481 (49.9%) zeros	Zeros
`num_retornos` has 1481 (49.9%) zeros	Zeros

Reproduction

Analysis started	2023-04-29 12:10:21.366854
Analysis finished	2023-04-29 12:10:57.167404
Duration	35.8 seconds
Software version	ydata-profiling vv4.1.2
Download configuration	config.json

customer_id
Real number (ℝ)

Distinct	2969
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15270.773

Minimum	12347
Maximum	18287
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	12347
5-th percentile	12619.4
Q1	13799
median	15221
Q3	16768
95-th percentile	17964.6
Maximum	18287
Range	5940
Interquartile range (IQR)	2969

Descriptive statistics

Standard deviation	1718.9903
Coefficient of variation (CV)	0.11256734
Kurtosis	-1.2060947
Mean	15270.773
Median Absolute Deviation (MAD)	1488
Skewness	0.031607859
Sum	45338925
Variance	2954927.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17850	1	< 0.1%
17588	1	< 0.1%
14905	1	< 0.1%
16103	1	< 0.1%
14626	1	< 0.1%
14868	1	< 0.1%
18246	1	< 0.1%
17115	1	< 0.1%
16611	1	< 0.1%
15912	1	< 0.1%
Other values (2959)	2959	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12347	1	< 0.1%
12348	1	< 0.1%
12352	1	< 0.1%
12356	1	< 0.1%
12358	1	< 0.1%
12359	1	< 0.1%
12360	1	< 0.1%
12362	1	< 0.1%
12364	1	< 0.1%
12370	1	< 0.1%

Value	Count	Frequency (%)
18287	1	< 0.1%
18283	1	< 0.1%
18282	1	< 0.1%
18277	1	< 0.1%
18276	1	< 0.1%
18274	1	< 0.1%
18273	1	< 0.1%
18272	1	< 0.1%
18270	1	< 0.1%
18269	1	< 0.1%

monetary
Real number (ℝ)

Distinct	2954
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2749.2261

Minimum	6.2
Maximum	279138.02
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	6.2
5-th percentile	229.77
Q1	570.96
median	1086.92
Q3	2308.06
95-th percentile	7219.68
Maximum	279138.02
Range	279131.82
Interquartile range (IQR)	1737.1

Descriptive statistics

Standard deviation	10580.491
Coefficient of variation (CV)	3.8485342
Kurtosis	353.95857
Mean	2749.2261
Median Absolute Deviation (MAD)	672.72
Skewness	16.777879
Sum	8162452.2
Variance	1.1194678 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
178.96	2	0.1%
533.33	2	0.1%
889.93	2	0.1%
2053.02	2	0.1%
745.06	2	0.1%
379.65	2	0.1%
2092.32	2	0.1%
731.9	2	0.1%
1353.74	2	0.1%
331	2	0.1%
Other values (2944)	2949	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.2	1	< 0.1%
13.3	1	< 0.1%
15	1	< 0.1%
36.56	1	< 0.1%
45	1	< 0.1%
52	1	< 0.1%
52.2	1	< 0.1%
52.2	1	< 0.1%
62.43	1	< 0.1%
68.84	1	< 0.1%

Value	Count	Frequency (%)
279138.02	1	< 0.1%
259657.3	1	< 0.1%
194550.79	1	< 0.1%
168472.5	1	< 0.1%
140438.72	1	< 0.1%
124564.53	1	< 0.1%
117375.63	1	< 0.1%
91062.38	1	< 0.1%
72882.09	1	< 0.1%
66653.56	1	< 0.1%

recency
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	272
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.288649

Minimum	0
Maximum	373
Zeros	34
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	11
median	31
Q3	81
95-th percentile	242
Maximum	373
Range	373
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	77.756171
Coefficient of variation (CV)	1.2094852
Kurtosis	2.7780386
Mean	64.288649
Median Absolute Deviation (MAD)	26
Skewness	1.7983969
Sum	190873
Variance	6046.0221
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	99	3.3%
4	87	2.9%
2	85	2.9%
3	85	2.9%
8	76	2.6%
10	67	2.3%
9	66	2.2%
7	66	2.2%
17	64	2.2%
22	55	1.9%
Other values (262)	2219	74.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	1.1%
1	99	3.3%
2	85	2.9%
3	85	2.9%
4	87	2.9%
5	43	1.4%
7	66	2.2%
8	76	2.6%
9	66	2.2%
10	67	2.3%

Value	Count	Frequency (%)
373	2	0.1%
372	4	0.1%
371	1	< 0.1%
368	1	< 0.1%
366	4	0.1%
365	2	0.1%
364	1	< 0.1%
360	1	< 0.1%
359	1	< 0.1%
358	4	0.1%

qtde_invoices
Real number (ℝ)

Distinct	56
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7228023

Minimum	1
Maximum	206
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	17
Maximum	206
Range	205
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	8.8566539
Coefficient of variation (CV)	1.5476079
Kurtosis	190.82536
Mean	5.7228023
Median Absolute Deviation (MAD)	2
Skewness	10.766456
Sum	16991
Variance	78.440319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	786	26.5%
3	498	16.8%
4	393	13.2%
5	237	8.0%
1	190	6.4%
6	173	5.8%
7	138	4.6%
8	98	3.3%
9	69	2.3%
10	55	1.9%
Other values (46)	332	11.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	190	6.4%
2	786	26.5%
3	498	16.8%
4	393	13.2%
5	237	8.0%
6	173	5.8%
7	138	4.6%
8	98	3.3%
9	69	2.3%
10	55	1.9%

Value	Count	Frequency (%)
206	1	< 0.1%
199	1	< 0.1%
124	1	< 0.1%
97	1	< 0.1%
91	2	0.1%
86	1	< 0.1%
72	1	< 0.1%
62	2	0.1%
60	1	< 0.1%
57	1	< 0.1%

qtde_items
Real number (ℝ)

Distinct	1665
Distinct (%)	56.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1606.4611

Minimum	1
Maximum	196844
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	101.4
Q1	296
median	639
Q3	1399
95-th percentile	4407.4
Maximum	196844
Range	196843
Interquartile range (IQR)	1103

Descriptive statistics

Standard deviation	5882.9765
Coefficient of variation (CV)	3.6620722
Kurtosis	467.15372
Mean	1606.4611
Median Absolute Deviation (MAD)	420
Skewness	17.878445
Sum	4769583
Variance	34609413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
310	11	0.4%
88	9	0.3%
150	9	0.3%
260	8	0.3%
84	8	0.3%
288	8	0.3%
272	8	0.3%
246	8	0.3%
516	7	0.2%
394	7	0.2%
Other values (1655)	2886	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	2	0.1%
12	2	0.1%
16	1	< 0.1%
17	1	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
20	1	< 0.1%
23	1	< 0.1%
25	1	< 0.1%

Value	Count	Frequency (%)
196844	1	< 0.1%
80997	1	< 0.1%
79963	1	< 0.1%
77373	1	< 0.1%
69993	1	< 0.1%
64549	1	< 0.1%
64124	1	< 0.1%
62812	1	< 0.1%
58243	1	< 0.1%
57785	1	< 0.1%

qtde_products
Real number (ℝ)

Distinct	469
Distinct (%)	15.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.70529

Minimum	1
Maximum	7837
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	29
median	67
Q3	135
95-th percentile	382
Maximum	7837
Range	7836
Interquartile range (IQR)	106

Descriptive statistics

Standard deviation	269.842
Coefficient of variation (CV)	2.1991065
Kurtosis	354.83735
Mean	122.70529
Median Absolute Deviation (MAD)	44
Skewness	15.70614
Sum	364312
Variance	72814.703
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	45	1.5%
20	38	1.3%
35	35	1.2%
15	33	1.1%
29	33	1.1%
19	33	1.1%
11	32	1.1%
26	31	1.0%
27	30	1.0%
25	29	1.0%
Other values (459)	2630	88.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	0.2%
2	14	0.5%
3	16	0.5%
4	17	0.6%
5	26	0.9%
6	29	1.0%
7	18	0.6%
8	19	0.6%
9	27	0.9%
10	27	0.9%

Value	Count	Frequency (%)
7837	1	< 0.1%
5670	1	< 0.1%
5095	1	< 0.1%
4577	1	< 0.1%
2698	1	< 0.1%
2379	1	< 0.1%
2060	1	< 0.1%
1818	1	< 0.1%
1673	1	< 0.1%
1636	1	< 0.1%

avg_ticket
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	2966
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.900057

Minimum	2.1505882
Maximum	56157.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	2.1505882
5-th percentile	4.9166611
Q1	13.119333
median	17.974384
Q3	24.988286
95-th percentile	90.497
Maximum	56157.5
Range	56155.349
Interquartile range (IQR)	11.868952

Descriptive statistics

Standard deviation	1036.9343
Coefficient of variation (CV)	19.979445
Kurtosis	2890.7074
Mean	51.900057
Median Absolute Deviation (MAD)	5.9942223
Skewness	53.444228
Sum	154091.27
Variance	1075232.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	2	0.1%
4.162	2	0.1%
14.47833333	2	0.1%
18.15222222	1	< 0.1%
13.92736842	1	< 0.1%
36.24411765	1	< 0.1%
29.78416667	1	< 0.1%
22.8792623	1	< 0.1%
20.51104167	1	< 0.1%
149.025	1	< 0.1%
Other values (2956)	2956	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.150588235	1	< 0.1%
2.4325	1	< 0.1%
2.462371134	1	< 0.1%
2.511241379	1	< 0.1%
2.515333333	1	< 0.1%
2.65	1	< 0.1%
2.656931818	1	< 0.1%
2.707598253	1	< 0.1%
2.760621572	1	< 0.1%
2.770464191	1	< 0.1%

Value	Count	Frequency (%)
56157.5	1	< 0.1%
4453.43	1	< 0.1%
3202.92	1	< 0.1%
1687.2	1	< 0.1%
952.9875	1	< 0.1%
872.13	1	< 0.1%
841.0214493	1	< 0.1%
651.1683333	1	< 0.1%
640	1	< 0.1%
624.4	1	< 0.1%

diff_days
Real number (ℝ)

Distinct	1258
Distinct (%)	42.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.35143

Minimum	1
Maximum	366
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	25.928571
median	48.285714
Q3	85.333333
95-th percentile	201
Maximum	366
Range	365
Interquartile range (IQR)	59.404762

Descriptive statistics

Standard deviation	63.542829
Coefficient of variation (CV)	0.94345182
Kurtosis	4.8877032
Mean	67.35143
Median Absolute Deviation (MAD)	26.285714
Skewness	2.062909
Sum	199966.4
Variance	4037.6912
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	25	0.8%
4	22	0.7%
70	21	0.7%
7	20	0.7%
35	19	0.6%
49	18	0.6%
21	17	0.6%
46	17	0.6%
11	17	0.6%
1	16	0.5%
Other values (1248)	2777	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	16	0.5%
1.5	1	< 0.1%
2	13	0.4%
2.5	1	< 0.1%
2.601398601	1	< 0.1%
3	15	0.5%
3.321428571	1	< 0.1%
3.330357143	1	< 0.1%
3.5	2	0.1%
4	22	0.7%

Value	Count	Frequency (%)
366	1	< 0.1%
365	1	< 0.1%
363	1	< 0.1%
362	1	< 0.1%
357	2	0.1%
356	1	< 0.1%
355	2	0.1%
352	1	< 0.1%
351	2	0.1%
350	3	0.1%

frequency
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1225
Distinct (%)	41.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11379122

Minimum	0.0054495913
Maximum	17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0.0054495913
5-th percentile	0.0088941642
Q1	0.016339869
median	0.025889968
Q3	0.049418605
95-th percentile	1
Maximum	17
Range	16.99455
Interquartile range (IQR)	0.033078735

Descriptive statistics

Standard deviation	0.40815715
Coefficient of variation (CV)	3.5868949
Kurtosis	989.35782
Mean	0.11379122
Median Absolute Deviation (MAD)	0.012191338
Skewness	24.880371
Sum	337.84614
Variance	0.16659226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	198	6.7%
0.02777777778	17	0.6%
0.0625	17	0.6%
0.02380952381	16	0.5%
0.09090909091	15	0.5%
0.08333333333	15	0.5%
0.03448275862	14	0.5%
0.02941176471	14	0.5%
0.03571428571	13	0.4%
0.07692307692	13	0.4%
Other values (1215)	2637	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.005449591281	1	< 0.1%
0.005464480874	1	< 0.1%
0.005479452055	1	< 0.1%
0.005494505495	1	< 0.1%
0.005586592179	2	0.1%
0.005602240896	1	< 0.1%
0.005617977528	2	0.1%
0.00566572238	1	< 0.1%
0.005681818182	2	0.1%
0.005698005698	3	0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
3	1	< 0.1%
2	6	0.2%
1.142857143	1	< 0.1%
1	198	6.7%
0.75	1	< 0.1%
0.6666666667	3	0.1%
0.550802139	1	< 0.1%
0.5335120643	1	< 0.1%
0.5	3	0.1%

qtdade_itens_retornados
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	214
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.156955

Minimum	0
Maximum	80995
Zeros	1481
Zeros (%)	49.9%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9
95-th percentile	100.6
Maximum	80995
Range	80995
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	1512.4961
Coefficient of variation (CV)	24.333498
Kurtosis	2765.5286
Mean	62.156955
Median Absolute Deviation (MAD)	1
Skewness	51.797744
Sum	184544
Variance	2287644.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1481	49.9%
1	164	5.5%
2	148	5.0%
3	105	3.5%
4	89	3.0%
6	78	2.6%
5	61	2.1%
12	51	1.7%
8	43	1.4%
7	43	1.4%
Other values (204)	706	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1481	49.9%
1	164	5.5%
2	148	5.0%
3	105	3.5%
4	89	3.0%
5	61	2.1%
6	78	2.6%
7	43	1.4%
8	43	1.4%
9	41	1.4%

Value	Count	Frequency (%)
80995	1	< 0.1%
9014	1	< 0.1%
8004	1	< 0.1%
4427	1	< 0.1%
3768	1	< 0.1%
3332	1	< 0.1%
2878	1	< 0.1%
2022	1	< 0.1%
2012	1	< 0.1%
1776	1	< 0.1%

num_retornos
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	58
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8386662

Minimum	0
Maximum	223
Zeros	1481
Zeros (%)	49.9%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	12
Maximum	223
Range	223
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	8.576352
Coefficient of variation (CV)	3.0212612
Kurtosis	202.71814
Mean	2.8386662
Median Absolute Deviation (MAD)	1
Skewness	11.248531
Sum	8428
Variance	73.553814
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1481	49.9%
1	462	15.6%
2	283	9.5%
3	170	5.7%
4	117	3.9%
5	82	2.8%
6	53	1.8%
7	52	1.8%
8	41	1.4%
11	24	0.8%
Other values (48)	204	6.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1481	49.9%
1	462	15.6%
2	283	9.5%
3	170	5.7%
4	117	3.9%
5	82	2.8%
6	53	1.8%
7	52	1.8%
8	41	1.4%
9	18	0.6%

Value	Count	Frequency (%)
223	1	< 0.1%
133	1	< 0.1%
112	1	< 0.1%
111	1	< 0.1%
101	1	< 0.1%
92	1	< 0.1%
90	1	< 0.1%
81	1	< 0.1%
78	1	< 0.1%
70	1	< 0.1%

avg_basket_size
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1973
Distinct (%)	66.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	249.34954

Minimum	1
Maximum	40498.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	44
Q1	103.25
median	172
Q3	281.5
95-th percentile	599.52
Maximum	40498.5
Range	40497.5
Interquartile range (IQR)	178.25

Descriptive statistics

Standard deviation	791.50241
Coefficient of variation (CV)	3.1742686
Kurtosis	2256.2455
Mean	249.34954
Median Absolute Deviation (MAD)	82.75
Skewness	44.683281
Sum	740318.79
Variance	626476.07
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	11	0.4%
114	10	0.3%
73	9	0.3%
86	9	0.3%
82	9	0.3%
136	8	0.3%
60	8	0.3%
75	8	0.3%
88	8	0.3%
71	7	0.2%
Other values (1963)	2882	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.1%
2	1	< 0.1%
3.333333333	1	< 0.1%
5.333333333	1	< 0.1%
5.666666667	1	< 0.1%
6.142857143	1	< 0.1%
7.5	1	< 0.1%
9	1	< 0.1%
9.5	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
40498.5	1	< 0.1%
6009.333333	1	< 0.1%
4282	1	< 0.1%
3906	1	< 0.1%
3868.65	1	< 0.1%
2880	1	< 0.1%
2801	1	< 0.1%
2733.944444	1	< 0.1%
2518.769231	1	< 0.1%
2160.333333	1	< 0.1%

avg_unique_basket_size
Real number (ℝ)

Distinct	1010
Distinct (%)	34.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.155074

Minimum	1
Maximum	299.70588
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	3.3454545
Q1	10
median	17.2
Q3	27.75
95-th percentile	56.94
Maximum	299.70588
Range	298.70588
Interquartile range (IQR)	17.75

Descriptive statistics

Standard deviation	19.513033
Coefficient of variation (CV)	0.88074783
Kurtosis	27.694698
Mean	22.155074
Median Absolute Deviation (MAD)	8.2
Skewness	3.4982521
Sum	65778.414
Variance	380.75846
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	53	1.8%
14	40	1.3%
11	38	1.3%
20	33	1.1%
9	33	1.1%
1	32	1.1%
18	31	1.0%
10	30	1.0%
16	29	1.0%
17	28	0.9%
Other values (1000)	2622	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	32	1.1%
1.2	1	< 0.1%
1.25	1	< 0.1%
1.333333333	2	0.1%
1.5	8	0.3%
1.568181818	1	< 0.1%
1.571428571	1	< 0.1%
1.666666667	4	0.1%
1.833333333	1	< 0.1%
2	24	0.8%

Value	Count	Frequency (%)
299.7058824	1	< 0.1%
259	1	< 0.1%
203.5	1	< 0.1%
148	1	< 0.1%
145	1	< 0.1%
136.125	1	< 0.1%
135.5	1	< 0.1%
127	1	< 0.1%
122	1	< 0.1%
118	1	< 0.1%

Auto

Heatmap
Table

	customer_id	monetary	recency	qtde_invoices	qtde_items	qtde_products	avg_ticket	diff_days	frequency	qtdade_itens_retornados	num_retornos	avg_basket_size	avg_unique_basket_size
customer_id	1.000	-0.076	0.001	0.025	-0.070	0.013	-0.131	0.019	-0.002	-0.063	-0.058	-0.123	-0.007
monetary	-0.076	1.000	-0.415	0.770	0.927	0.744	0.246	-0.248	0.090	0.372	0.378	0.576	0.291
recency	0.001	-0.415	1.000	-0.502	-0.408	-0.435	0.048	0.108	0.018	-0.119	-0.125	-0.098	-0.106
qtde_invoices	0.025	0.770	-0.502	1.000	0.717	0.690	0.059	-0.258	0.078	0.293	0.301	0.101	0.025
qtde_items	-0.070	0.927	-0.408	0.717	1.000	0.731	0.168	-0.227	0.080	0.344	0.339	0.729	0.321
qtde_products	0.013	0.744	-0.435	0.690	0.731	1.000	-0.377	-0.166	0.036	0.242	0.273	0.384	0.699
avg_ticket	-0.131	0.246	0.048	0.059	0.168	-0.377	1.000	-0.122	0.091	0.190	0.153	0.189	-0.611
diff_days	0.019	-0.248	0.108	-0.258	-0.227	-0.166	-0.122	1.000	-0.881	-0.396	-0.413	-0.077	0.048
frequency	-0.002	0.090	0.018	0.078	0.080	0.036	0.091	-0.881	1.000	0.234	0.237	0.027	-0.072
qtdade_itens_retornados	-0.063	0.372	-0.119	0.293	0.344	0.242	0.190	-0.396	0.234	1.000	0.955	0.211	0.019
num_retornos	-0.058	0.378	-0.125	0.301	0.339	0.273	0.153	-0.413	0.237	0.955	1.000	0.194	0.059
avg_basket_size	-0.123	0.576	-0.098	0.101	0.729	0.384	0.189	-0.077	0.027	0.211	0.194	1.000	0.448
avg_unique_basket_size	-0.007	0.291	-0.106	0.025	0.321	0.699	-0.611	0.048	-0.072	0.019	0.059	0.448	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	customer_id	monetary	recency	qtde_invoices	qtde_items	qtde_products	avg_ticket	diff_days	frequency	qtdade_itens_retornados	num_retornos	avg_basket_size	avg_unique_basket_size
0	17850	5391.21	372.00	34.00	1733.00	297.00	18.15	35.50	17.00	40.00	15.00	50.97	8.74
1	13047	3232.59	56.00	9.00	1390.00	171.00	18.90	27.25	0.03	35.00	23.00	154.44	19.00
2	12583	6705.38	2.00	15.00	5028.00	232.00	28.90	23.19	0.04	50.00	3.00	335.20	15.47
3	13748	948.25	95.00	5.00	439.00	28.00	33.87	92.67	0.02	0.00	0.00	87.80	5.60
4	15100	876.00	333.00	3.00	80.00	3.00	292.00	8.60	0.07	22.00	3.00	26.67	1.00
5	15291	4623.30	25.00	14.00	2102.00	102.00	45.33	23.20	0.04	29.00	6.00	150.14	7.29
6	14688	5630.87	7.00	21.00	3621.00	327.00	17.22	18.30	0.06	399.00	32.00	172.43	15.57
7	17809	5411.91	16.00	12.00	2057.00	61.00	88.72	35.70	0.03	41.00	2.00	171.42	5.08
8	15311	60767.90	0.00	91.00	38194.00	2379.00	25.54	4.14	0.24	474.00	112.00	419.71	26.14
9	16098	2005.63	87.00	7.00	613.00	67.00	29.93	47.67	0.02	0.00	0.00	87.57	9.57

	customer_id	monetary	recency	qtde_invoices	qtde_items	qtde_products	avg_ticket	diff_days	frequency	qtdade_itens_retornados	num_retornos	avg_basket_size	avg_unique_basket_size
5627	17727	1060.25	15.00	1.00	645.00	66.00	16.06	6.00	1.00	6.00	1.00	645.00	66.00
5637	17232	421.52	2.00	2.00	203.00	36.00	11.71	12.00	0.15	0.00	0.00	101.50	18.00
5638	17468	137.00	10.00	2.00	116.00	5.00	27.40	4.00	0.40	0.00	0.00	58.00	2.50
5649	13596	697.04	5.00	2.00	406.00	166.00	4.20	7.00	0.25	0.00	0.00	203.00	83.00
5655	14893	1237.85	9.00	2.00	799.00	73.00	16.96	2.00	0.67	0.00	0.00	399.50	36.50
5659	12479	473.20	11.00	1.00	382.00	30.00	15.77	4.00	1.00	34.00	4.00	382.00	30.00
5680	14126	706.13	7.00	3.00	508.00	15.00	47.08	3.00	0.75	50.00	1.00	169.33	5.00
5686	13521	1092.39	1.00	3.00	733.00	435.00	2.51	4.50	0.30	0.00	0.00	244.33	145.00
5696	15060	301.84	8.00	4.00	262.00	120.00	2.52	1.00	2.00	0.00	0.00	65.50	30.00
5715	12558	269.96	7.00	1.00	196.00	11.00	24.54	6.00	1.00	196.00	11.00	196.00	11.00

Overview

Variables

Interactions

Correlations

Missing values

Sample